Variable as a predictor

 

You used the summary command both on the data as a whole, then on the price column. What am I to make of that? That you did not realize that price was already done in the first summary? That you never bothered to review your work so you didn’t notice the redundancy?

Your histogram of price is not too informative because you (a) didn’t break the bins up very much and (b) you left the x-axis labels to display in scientific notation. You also misspelled histogram in the title. That doesn’t look very professional.

Instead of trying different visualizations that might be appropriate to different columns, you merely repeated the same histogram command, even keeping the same misspelling in the title (!) for three other variables. This is not very informative.

Finally, you performed a linear regression which is explicitly not part of this assignment. Furthermore, you chose a ridiculous variable as a predictor, the size of basement! That makes little sense and it is unsurprising that you attained an R-squared of 0.1.

 

Sample Solution

security. The issue with the broader view of human security is that it often refers to threats already identified in human rights law instead of acknowledging new threats, state duties or remedies to human insecurity. The narrower view of human security may thus provide for better understanding in identifying new or more severe threats aimed at focusing on every individual. A narrower view of human security was proposed in the 1994 United Nations Development Programme (UNDP) which identified universal threats to human wellbeing. There are essentially seven issues associated with human security: economic security, food security, health security, environmental security, physical security, community security, political security (United Nations Development Programme, 1994). The UNDP identified not only individual threats, but collective threats that are not direct human rights abuses, such as climate change but affect the lives of many individuals (ibid). Human security thus adds to human rights law and establishes a framework of analysis for states and international organisations to ensure the promotion of human rights and democratic values through new actions such as the Responsibility to Protect Doctrine (R2P). This doctrine attempts to legitimise and normalise international intervention when states are unable or unwilling to protect its own citizens (Howard-Hassman, 2012). R2P suggests that sovereignty is not a right, but instead demands states to provide protection and security to their citizens. Even when states have ratified human rights instruments it does not mean they are to prioritise one right over another right. Human security aims to ensure that states do not abuse this power and instead makes sure that all rights of the individual, no matter how trivial, are protected. This is an important element of political science as often law is considered to be the biggest protector of human rights. It further unites diverse states, agencies and NGOs who aim at safeguarding citizens’ rights under international law without having to resort to force. This has proved successful in a many UN peacekeeping operation including Cambodia, El Salvador and Guatemala whereby basic security has helped end conflicts and the destabilisation of many states (United Nations Peacekeeping, n.d.). The narrow view of human security, therefore, advances human rights law as it provides concrete objectives and offers a framework of analysis that directly helps in promoting human rights standards and take new actions to counter new threats. Although human security aims at promoting and protecting individual rights, particularly when states are unwilling or unable to do so, there are criticisms it faces in regard to the extent to which these rights are actually protected. Howard-Hassman (2012) has argued that the human security discourse has the potential

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